*Equal contributions. †Corresponding author

  • Don't Just Fine-tune the Agent, Tune the Environment
    Siyuan Lu*, Zechuan Wang*, Hongxuan Zhang, Qintong Wu, Leilei Gan†, Chenyi Zhuang†, Jinjie Gu, Tao Lin†
    arXiv
  • AWorld: Orchestrating the Training Recipe for Agentic AI
    Chengyue Yu*, Siyuan Lu*, Chenyi Zhuang†, Dong Wang, Qintong Wu, Zongyue Li, Runsheng Gan, Chunfeng Wang, Siqi Hou, Gaochi Huang, Wenlong Yan, Lifeng Hong, Aohui Xue, Yanfeng Wang, Jinjie Gu, David Tsai, Tao Lin
    arXiv GitHub Repo stars
  • You Don't Know Until You Click: Automated GUI Testing for Production-Ready Software Evaluation
    Yutong Bian, Xianhao Lin, Yupeng Xie, Tianyang Liu, Mingchen Zhuge, Siyuan Lu, Haoming Tang, Jinlin Wang, Jiayi Zhang, Jiaqi Chen, Xiangru Tang, Yongxin Ni, Sirui Hong, Chenglin Wu†
    NeurIPS 2025 SEA workshop
    arXiv GitHub Repo stars
  • MorphAgent: Empowering Agents through Self-Evolving Profiles and Decentralized Collaboration
    Siyuan Lu*, Jiaqi Shao*, Bing Luo†, Tao Lin†
    ICML 2025 MAS workshop
    arXiv
  • Unleashing the Potential of Large Language Models as Prompt Optimizers
    Xinyu Tang*, Xiaolei Wang*, Wayne Xin Zhao†, Siyuan Lu, Yaliang Li, Ji-Rong Wen
    AAAI 2025
    arXiv GitHub Repo stars
  • PreAct: Predicting Future in ReAct Enhances Agent's Planning Ability
    Dayuan Fu, Jianzhao Huang, Siyuan Lu, Guanting Dong, Yejie Wang, Keqing He, Weiran Xu†
    COLING 2025
    arXiv GitHub Repo stars